In [26]:
# Display the normalised confusion matrix for the trained model
Image(filename= '/content/drive/MyDrive/runs/segment/train/confusion_matrix_normalized.png', width=1200)
/content/drive/MyDrive
Out[26]:
# load this file in google colab and select T4(GPU) as runtime type
# Or use PC with GPU before running due to limited computational resources on a local PC with GPU
# Checking for access to GPU to run our model
!nvidia-smi
Thu Apr 11 13:43:02 2024
+---------------------------------------------------------------------------------------+
| NVIDIA-SMI 535.104.05 Driver Version: 535.104.05 CUDA Version: 12.2 |
|-----------------------------------------+----------------------+----------------------+
| GPU Name Persistence-M | Bus-Id Disp.A | Volatile Uncorr. ECC |
| Fan Temp Perf Pwr:Usage/Cap | Memory-Usage | GPU-Util Compute M. |
| | | MIG M. |
|=========================================+======================+======================|
| 0 Tesla T4 Off | 00000000:00:04.0 Off | 0 |
| N/A 50C P8 10W / 70W | 0MiB / 15360MiB | 0% Default |
| | | N/A |
+-----------------------------------------+----------------------+----------------------+
+---------------------------------------------------------------------------------------+
| Processes: |
| GPU GI CI PID Type Process name GPU Memory |
| ID ID Usage |
|=======================================================================================|
| No running processes found |
+---------------------------------------------------------------------------------------+
#mount your google drive
from google.colab import drive
drive = drive.mount('/content/drive')
Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount("/content/drive", force_remount=True).
# To check for current working directory
# import os
# HOME = os.getcwd()
# print(HOME)
/content
# Pip install ultralytics and import the necessary libraries
!pip install ultralytics==8.0.196
from IPython import display
display.clear_output()
import ultralytics
ultralytics.checks()
Ultralytics YOLOv8.0.196 🚀 Python-3.10.12 torch-2.2.1+cu121 CUDA:0 (Tesla T4, 15102MiB) Setup complete ✅ (2 CPUs, 12.7 GB RAM, 29.1/78.2 GB disk)
from ultralytics import YOLO
from IPython.display import display, Image
The codes below are to train, validate or run inference on models using the YOLO Command Line Interface (CLI).
yolo task=detect mode=train model=yolov8n.yaml args...
classify predict yolov8n-cls.yaml args...
segment val yolov8n-seg.yaml args...
export yolov8n.pt format=onnx args...yolo mode=predict runs YOLOv8 inference on a variety of sources, downloading models automatically from the latest YOLOv8 release, and saving results to runs/predict.
!pip install inference
# Pip install roboflow to download annotated datasets using Roboflow API
#!pip install roboflow #--quiet
from roboflow import Roboflow
rf = Roboflow(api_key="Ja3foJbfMDtBrkuuAv35") #api key to connect our capstone Project hosted on Roboflow
project = rf.workspace("capstone-project-2wtea").project("crop-disease-identification") #location of the dataset stored in the project workspace
version = project.version(6) #change this number to correspond to the version of the dataset you want to download
dataset = version.download("yolov8")
loading Roboflow workspace... loading Roboflow project...
Downloading Dataset Version Zip in Crop-Disease-Identification-6 to yolov8:: 100%|██████████| 663305/663305 [00:58<00:00, 11371.56it/s]
Extracting Dataset Version Zip to Crop-Disease-Identification-6 in yolov8:: 100%|██████████| 30428/30428 [04:19<00:00, 117.42it/s]
# Training our model using YOLOv8s-seg.pt for instance segmentation
# no of epochs = 10
# image size = 640
%cd {'/content/drive/MyDrive'}
!yolo task=segment mode=train model=yolov8s-seg.pt data={dataset.location}/data.yaml epochs=10 imgsz=640 #batch=100
/content/drive/MyDrive Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8s-seg.pt to 'yolov8s-seg.pt'... 100% 22.8M/22.8M [00:00<00:00, 126MB/s] New https://pypi.org/project/ultralytics/8.1.46 available 😃 Update with 'pip install -U ultralytics' Ultralytics YOLOv8.0.196 🚀 Python-3.10.12 torch-2.2.1+cu121 CUDA:0 (Tesla T4, 15102MiB) engine/trainer: task=segment, mode=train, model=yolov8s-seg.pt, data=/content/drive/MyDrive/Crop-Disease-Identification-6/data.yaml, epochs=10, patience=50, batch=16, imgsz=640, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=None, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, show=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, vid_stride=1, stream_buffer=False, line_width=None, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, boxes=True, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, tracker=botsort.yaml, save_dir=runs/segment/train 2024-04-11 14:01:14.846430: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered 2024-04-11 14:01:14.846494: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered 2024-04-11 14:01:14.848348: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered Overriding model.yaml nc=80 with nc=22 from n params module arguments 0 -1 1 928 ultralytics.nn.modules.conv.Conv [3, 32, 3, 2] 1 -1 1 18560 ultralytics.nn.modules.conv.Conv [32, 64, 3, 2] 2 -1 1 29056 ultralytics.nn.modules.block.C2f [64, 64, 1, True] 3 -1 1 73984 ultralytics.nn.modules.conv.Conv [64, 128, 3, 2] 4 -1 2 197632 ultralytics.nn.modules.block.C2f [128, 128, 2, True] 5 -1 1 295424 ultralytics.nn.modules.conv.Conv [128, 256, 3, 2] 6 -1 2 788480 ultralytics.nn.modules.block.C2f [256, 256, 2, True] 7 -1 1 1180672 ultralytics.nn.modules.conv.Conv [256, 512, 3, 2] 8 -1 1 1838080 ultralytics.nn.modules.block.C2f [512, 512, 1, True] 9 -1 1 656896 ultralytics.nn.modules.block.SPPF [512, 512, 5] 10 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 11 [-1, 6] 1 0 ultralytics.nn.modules.conv.Concat [1] 12 -1 1 591360 ultralytics.nn.modules.block.C2f [768, 256, 1] 13 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest'] 14 [-1, 4] 1 0 ultralytics.nn.modules.conv.Concat [1] 15 -1 1 148224 ultralytics.nn.modules.block.C2f [384, 128, 1] 16 -1 1 147712 ultralytics.nn.modules.conv.Conv [128, 128, 3, 2] 17 [-1, 12] 1 0 ultralytics.nn.modules.conv.Concat [1] 18 -1 1 493056 ultralytics.nn.modules.block.C2f [384, 256, 1] 19 -1 1 590336 ultralytics.nn.modules.conv.Conv [256, 256, 3, 2] 20 [-1, 9] 1 0 ultralytics.nn.modules.conv.Concat [1] 21 -1 1 1969152 ultralytics.nn.modules.block.C2f [768, 512, 1] 22 [15, 18, 21] 1 2779058 ultralytics.nn.modules.head.Segment [22, 32, 128, [128, 256, 512]] YOLOv8s-seg summary: 261 layers, 11798610 parameters, 11798594 gradients, 42.7 GFLOPs Transferred 411/417 items from pretrained weights TensorBoard: Start with 'tensorboard --logdir runs/segment/train', view at http://localhost:6006/ Freezing layer 'model.22.dfl.conv.weight' AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n... Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8n.pt to 'yolov8n.pt'... 100% 6.23M/6.23M [00:00<00:00, 114MB/s] AMP: checks passed ✅ train: Scanning /content/drive/MyDrive/Crop-Disease-Identification-6/train/labels... 13316 images, 733 backgrounds, 0 corrupt: 100% 13316/13316 [04:28<00:00, 49.61it/s] train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.1e970e5a7d9efc9ddca7a4d5a2f1bc6c.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.4e69bf0fea5d8616cac93521c1f92f6b.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.8daf89fa9858ed686465b3e29b79bdb4.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.ade20f527b465cd94fb647a950306b67.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.ce5c15582a30786da22cf5002d31603b.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/05_jpg.rf.e058bd5acd36ebf1118d30088ce15992.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-224-_jpg.rf.45bb471ed450a13e93b34ec19ebaf51d.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-224-_jpg.rf.9ed7fd212681bd709bd821c2a5289efb.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-224-_jpg.rf.acf6d78c0827e08b46354e9eb09c027d.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-244-_jpg.rf.13e2c07400e4fca2b57e04f29ddcdc23.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-244-_jpg.rf.b1a2c42e416d433f696eb7679f0fed35.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/Healthy_-244-_jpg.rf.c2bb2868b55805412629c5e16d0042fd.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/healthy_strawberry-36-_jpeg.rf.5a127f7cb4e8cee0b014b380145c059c.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/healthy_strawberry-36-_jpeg.rf.7b37d35badcef85a0e98a9765447c63f.jpg: 1 duplicate labels removed train: WARNING ⚠️ /content/drive/MyDrive/Crop-Disease-Identification-6/train/images/healthy_strawberry-36-_jpeg.rf.8f0fa217a6e9d14f50eb97b721270959.jpg: 1 duplicate labels removed train: New cache created: /content/drive/MyDrive/Crop-Disease-Identification-6/train/labels.cache albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8)) /usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock. self.pid = os.fork() val: Scanning /content/drive/MyDrive/Crop-Disease-Identification-6/valid/labels... 1256 images, 83 backgrounds, 0 corrupt: 100% 1256/1256 [00:20<00:00, 62.47it/s] val: New cache created: /content/drive/MyDrive/Crop-Disease-Identification-6/valid/labels.cache Plotting labels to runs/segment/train/labels.jpg... optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... optimizer: AdamW(lr=0.000385, momentum=0.9) with parameter groups 66 weight(decay=0.0), 77 weight(decay=0.0005), 76 bias(decay=0.0) Image sizes 640 train, 640 val Using 2 dataloader workers Logging results to runs/segment/train Starting training for 10 epochs... Closing dataloader mosaic albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8)) /usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock. self.pid = os.fork() Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 1/10 5.06G 1.175 2.861 3.625 1.571 8 640: 100% 833/833 [06:58<00:00, 1.99it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.56it/s] all 1256 2209 0.287 0.251 0.143 0.0947 0.287 0.252 0.143 0.0928 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 2/10 5.17G 1.116 2.476 2.419 1.538 3 640: 100% 833/833 [06:46<00:00, 2.05it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.55it/s] all 1256 2209 0.518 0.206 0.177 0.118 0.526 0.205 0.175 0.113 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 3/10 5.19G 1.094 2.402 2.236 1.513 2 640: 100% 833/833 [06:44<00:00, 2.06it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.57it/s] all 1256 2209 0.44 0.246 0.2 0.133 0.444 0.246 0.198 0.126 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 4/10 5.17G 1.042 2.305 2.065 1.478 4 640: 100% 833/833 [06:43<00:00, 2.07it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.57it/s] all 1256 2209 0.5 0.276 0.211 0.144 0.498 0.276 0.209 0.135 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 5/10 5.19G 0.9994 2.188 1.929 1.443 8 640: 100% 833/833 [06:42<00:00, 2.07it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:24<00:00, 1.61it/s] all 1256 2209 0.413 0.272 0.228 0.162 0.402 0.269 0.223 0.153 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 6/10 5.16G 0.9431 2.075 1.752 1.39 9 640: 100% 833/833 [06:40<00:00, 2.08it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.56it/s] all 1256 2209 0.428 0.291 0.254 0.187 0.43 0.293 0.253 0.178 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 7/10 5.16G 0.8801 1.937 1.597 1.341 7 640: 100% 833/833 [06:41<00:00, 2.07it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.57it/s] all 1256 2209 0.486 0.322 0.289 0.212 0.486 0.318 0.285 0.201 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 8/10 5.16G 0.8272 1.825 1.443 1.3 14 640: 100% 833/833 [06:49<00:00, 2.04it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.56it/s] all 1256 2209 0.463 0.33 0.274 0.202 0.467 0.331 0.273 0.19 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 9/10 5.09G 0.7769 1.696 1.307 1.261 7 640: 100% 833/833 [06:40<00:00, 2.08it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:24<00:00, 1.60it/s] all 1256 2209 0.417 0.322 0.293 0.218 0.464 0.315 0.29 0.206 Epoch GPU_mem box_loss seg_loss cls_loss dfl_loss Instances Size 10/10 5.12G 0.7342 1.598 1.166 1.221 9 640: 100% 833/833 [06:43<00:00, 2.06it/s] Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:25<00:00, 1.59it/s] all 1256 2209 0.487 0.322 0.312 0.233 0.445 0.32 0.31 0.221 10 epochs completed in 1.203 hours. Optimizer stripped from runs/segment/train/weights/last.pt, 23.9MB Optimizer stripped from runs/segment/train/weights/best.pt, 23.9MB Validating runs/segment/train/weights/best.pt... Ultralytics YOLOv8.0.196 🚀 Python-3.10.12 torch-2.2.1+cu121 CUDA:0 (Tesla T4, 15102MiB) YOLOv8s-seg summary (fused): 195 layers, 11788114 parameters, 0 gradients, 42.5 GFLOPs Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 40/40 [00:28<00:00, 1.38it/s] all 1256 2209 0.471 0.327 0.312 0.233 0.444 0.321 0.31 0.221 bell pepper leaf-healthy 1256 148 0.553 0.493 0.508 0.381 0.554 0.48 0.509 0.373 bell pepper leaf-unhealthy 1256 58 0.738 0.276 0.36 0.237 0.788 0.276 0.36 0.233 cucumber leaf - healthy 1256 98 0.391 0.418 0.378 0.303 0.415 0.408 0.379 0.31 cucumber veggie - healthy 1256 120 0.332 0.767 0.554 0.446 0.339 0.758 0.555 0.437 cucumber veggie - unhealthy 1256 120 0.649 0.277 0.366 0.22 0.678 0.267 0.353 0.193 cucumber-mosaic 1256 77 0.513 0.364 0.452 0.344 0.548 0.351 0.45 0.327 cucumber-powdery-mildew 1256 100 0.373 0.53 0.33 0.234 0.396 0.54 0.375 0.222 lettuce-bacterial leaf spot 1256 52 0.283 0.231 0.199 0.144 0.311 0.231 0.198 0.133 lettuce-bottom rot 1256 28 0.886 0.0357 0.0446 0.0165 0.0488 0.00349 0.0271 0.00541 lettuce-downy mildew 1256 19 0.295 0.316 0.21 0.181 0.306 0.316 0.195 0.163 lettuce-healthy 1256 12 1 0 0.0015 0.000825 1 0 0.0015 0.000746 lettuce-mosaic-virus 1256 18 0.19 0.278 0.262 0.238 0.21 0.278 0.262 0.23 lettuce-powdery mildew 1256 4 0.166 0.25 0.106 0.095 0.219 0.25 0.11 0.0865 lettuce-septoria 1256 70 0.74 0.122 0.27 0.215 0.637 0.1 0.26 0.191 lettuce-wilt and leaf blight 1256 12 0 0 0.0283 0.0225 0 0 0.0283 0.0223 strawberry fruit-healthy 1256 132 0.696 0.608 0.618 0.478 0.71 0.614 0.62 0.458 strawberry leaf-healthy 1256 191 0.438 0.45 0.412 0.267 0.455 0.44 0.403 0.247 strawberry-angular-leafspot 1256 2 0 0 0 0 0 0 0 0 tomato-early blight 1256 312 0.528 0.442 0.438 0.301 0.545 0.426 0.423 0.289 tomato-healthy 1256 404 0.73 0.703 0.732 0.605 0.742 0.691 0.724 0.565 tomato-septoria 1256 232 0.381 0.306 0.283 0.172 0.413 0.306 0.274 0.156 Speed: 0.3ms preprocess, 6.0ms inference, 0.0ms loss, 2.6ms postprocess per image Results saved to runs/segment/train 💡 Learn more at https://docs.ultralytics.com/modes/train
# Listing the files and subdirectories related to the segementation training process.
!ls {'/content/drive/MyDrive'}/runs/segment/train/
args.yaml labels.jpg train_batch2.jpg BoxF1_curve.png MaskF1_curve.png val_batch0_labels.jpg BoxP_curve.png MaskP_curve.png val_batch0_pred.jpg BoxPR_curve.png MaskPR_curve.png val_batch1_labels.jpg BoxR_curve.png MaskR_curve.png val_batch1_pred.jpg confusion_matrix_normalized.png results.csv val_batch2_labels.jpg confusion_matrix.png results.png val_batch2_pred.jpg events.out.tfevents.1712844077.1dfc10083e51.6551.0 train_batch0.jpg weights labels_correlogram.jpg train_batch1.jpg
# Display the normalised confusion matrix for the trained model
Image(filename= '/content/drive/MyDrive/runs/segment/train/confusion_matrix_normalized.png', width=1200)
/content/drive/MyDrive
# Display the confusion matrix for the trained model
Image(filename='/content/drive/MyDrive/runs/segment/train/confusion_matrix.png', width=1200)
# Display the results of our training and validations
Image(filename='/content/drive/MyDrive/runs/segment/train/results.png', width=1200)
#displaying results of the validation set
Image(filename='/content/drive/MyDrive/runs/segment/train/val_batch0_pred.jpg', width=800)
Image(filename='/content/drive/MyDrive/runs/segment/train/val_batch1_pred.jpg', width=800)
Image(filename='/content/drive/MyDrive/runs/segment/train/val_batch2_pred.jpg', width=800)
# Validating our model
%cd {'/content/drive/MyDrive'}
!yolo task=segment mode=val model={'/content/drive/MyDrive'}/runs/segment/train/weights/best.pt data={dataset.location}/data.yaml
/content/drive/MyDrive Ultralytics YOLOv8.0.196 🚀 Python-3.10.12 torch-2.2.1+cu121 CUDA:0 (Tesla T4, 15102MiB) YOLOv8s-seg summary (fused): 195 layers, 11788114 parameters, 0 gradients, 42.5 GFLOPs val: Scanning /content/drive/MyDrive/Crop-Disease-Identification-6/valid/labels.cache... 1256 images, 83 backgrounds, 0 corrupt: 100% 1256/1256 [00:00<?, ?it/s] /usr/lib/python3.10/multiprocessing/popen_fork.py:66: RuntimeWarning: os.fork() was called. os.fork() is incompatible with multithreaded code, and JAX is multithreaded, so this will likely lead to a deadlock. self.pid = os.fork() Class Images Instances Box(P R mAP50 mAP50-95) Mask(P R mAP50 mAP50-95): 100% 79/79 [00:42<00:00, 1.84it/s] all 1256 2209 0.471 0.327 0.312 0.233 0.445 0.321 0.31 0.221 bell pepper leaf-healthy 1256 148 0.553 0.493 0.507 0.38 0.554 0.48 0.508 0.372 bell pepper leaf-unhealthy 1256 58 0.738 0.276 0.36 0.234 0.791 0.276 0.361 0.23 cucumber leaf - healthy 1256 98 0.392 0.418 0.379 0.303 0.415 0.408 0.379 0.311 cucumber veggie - healthy 1256 120 0.332 0.767 0.554 0.446 0.341 0.758 0.555 0.437 cucumber veggie - unhealthy 1256 120 0.649 0.277 0.368 0.221 0.678 0.267 0.354 0.192 cucumber-mosaic 1256 77 0.515 0.364 0.452 0.343 0.55 0.349 0.449 0.327 cucumber-powdery-mildew 1256 100 0.373 0.529 0.326 0.232 0.401 0.54 0.375 0.223 lettuce-bacterial leaf spot 1256 52 0.291 0.237 0.199 0.145 0.313 0.231 0.198 0.132 lettuce-bottom rot 1256 28 0.883 0.0357 0.0447 0.0165 0.0489 0.00349 0.0272 0.00545 lettuce-downy mildew 1256 19 0.294 0.316 0.211 0.181 0.305 0.316 0.195 0.163 lettuce-healthy 1256 12 1 0 0.00151 0.000828 1 0 0.00151 0.000749 lettuce-mosaic-virus 1256 18 0.189 0.278 0.262 0.239 0.21 0.278 0.262 0.231 lettuce-powdery mildew 1256 4 0.165 0.25 0.106 0.095 0.219 0.25 0.11 0.0865 lettuce-septoria 1256 70 0.739 0.122 0.272 0.215 0.655 0.1 0.26 0.192 lettuce-wilt and leaf blight 1256 12 0 0 0.0285 0.0226 0 0 0.0285 0.0224 strawberry fruit-healthy 1256 132 0.697 0.609 0.618 0.475 0.71 0.614 0.619 0.455 strawberry leaf-healthy 1256 191 0.438 0.45 0.412 0.267 0.456 0.444 0.404 0.247 strawberry-angular-leafspot 1256 2 0 0 0 0 0 0 0 0 tomato-early blight 1256 312 0.527 0.442 0.438 0.302 0.546 0.426 0.423 0.288 tomato-healthy 1256 404 0.726 0.7 0.732 0.605 0.742 0.69 0.724 0.563 tomato-septoria 1256 232 0.386 0.309 0.283 0.174 0.412 0.305 0.274 0.156 Speed: 0.9ms preprocess, 11.6ms inference, 0.0ms loss, 2.1ms postprocess per image Results saved to runs/segment/val 💡 Learn more at https://docs.ultralytics.com/modes/val
# Running inference of our model with a 25% confidence level
%cd {'/content/drive/MyDrive'}
!yolo task=segment mode=predict model={'/content/drive/MyDrive'}/runs/segment/train/weights/best.pt conf=0.25 source={dataset.location}/test/images save=true
/content/drive/MyDrive
Ultralytics YOLOv8.0.196 🚀 Python-3.10.12 torch-2.2.1+cu121 CUDA:0 (Tesla T4, 15102MiB)
YOLOv8s-seg summary (fused): 195 layers, 11788114 parameters, 0 gradients, 42.5 GFLOPs
image 1/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/01_jpg.rf.0206b33c74e516b86096d618f56eaee8.jpg: 640x640 1 lettuce-septoria, 21.0ms
image 2/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/01_jpg.rf.258627ade13a0ac94fc3b837a0b45076.jpg: 640x640 (no detections), 21.1ms
image 3/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/01_jpg.rf.a86f22242a6953d0bc2075eba44b0715.jpg: 640x640 (no detections), 20.9ms
image 4/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/01_jpg.rf.da213f38cac766e66b33075bb3deb156.jpg: 640x640 1 lettuce-downy mildew, 20.9ms
image 5/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/10_jpeg.rf.067b5509bd35da67b1e9f7a14e8d3b10.jpg: 640x640 5 bell pepper leaf-healthys, 21.0ms
image 6/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/10_jpeg.rf.31701b96e70732d3bec875897dcc4bbf.jpg: 640x640 4 bell pepper leaf-healthys, 21.0ms
image 7/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/10_jpeg.rf.4e4ad85e8e99eee0b38c23bf3c65feb3.jpg: 640x640 3 bell pepper leaf-healthys, 21.7ms
image 8/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/10_jpeg.rf.8d2c0163528728b17bb7ab279c335bbc.jpg: 640x640 1 bell pepper leaf-healthy, 21.1ms
image 9/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.047bc354de1667f70f1af41fe2ba3560.jpg: 640x640 1 lettuce-bacterial leaf spot, 1 tomato-septoria, 21.0ms
image 10/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.77e3c2fa51133f6407a4029ae5726aff.jpg: 640x640 2 bell pepper leaf-healthys, 21.0ms
image 11/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.9f9cc27c516ab89dcde04134d91ecdde.jpg: 640x640 1 bell pepper leaf-unhealthy, 21.0ms
image 12/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.a210193eaad7f394f85c5be315f96c12.jpg: 640x640 1 lettuce-bacterial leaf spot, 20.9ms
image 13/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.bb20dbae3bcb990fe1d49cfe06fcb104.jpg: 640x640 1 bell pepper leaf-unhealthy, 18.9ms
image 14/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.bf312c0d5eef1da71acb9f2729fce488.jpg: 640x640 2 bell pepper leaf-healthys, 19.0ms
image 15/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.c3033316160a0b390e95320f8cad127b.jpg: 640x640 1 bell pepper leaf-healthy, 18.9ms
image 16/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpeg.rf.dd507a61c2a8948b40e16a7733b5a9e3.jpg: 640x640 1 bell pepper leaf-healthy, 18.9ms
image 17/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpg.rf.225bdbf9f5e91c34aac47f04c034626e.jpg: 640x640 1 cucumber leaf - healthy, 3 cucumber veggie - healthys, 18.9ms
image 18/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpg.rf.509315dc42541df98a59f0f22e900a83.jpg: 640x640 2 cucumber veggie - healthys, 18.9ms
image 19/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpg.rf.56417395cc47f4fae983781dc28da81e.jpg: 640x640 3 cucumber veggie - healthys, 18.9ms
image 20/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/12_jpg.rf.f5aad52c86e40b8a77485d7181b8987d.jpg: 640x640 2 cucumber veggie - healthys, 18.8ms
image 21/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/13_jpg.rf.4a35020597770d2048e28615e118edea.jpg: 640x640 2 cucumber leaf - healthys, 18.3ms
image 22/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/13_jpg.rf.c4f000eaea8ae3ed234f878887ba1cba.jpg: 640x640 2 cucumber leaf - healthys, 18.2ms
image 23/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/13_jpg.rf.c5e8ada0351dbabb71ba840e8f0856a4.jpg: 640x640 1 cucumber leaf - healthy, 1 strawberry leaf-healthy, 18.2ms
image 24/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/13_jpg.rf.f3d8486f93663a21ce20955c6d76ef29.jpg: 640x640 1 cucumber leaf - healthy, 18.3ms
image 25/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/15_jpg.rf.14e4a634fd6e07b18a13b722db054aac.jpg: 640x640 1 cucumber-mosaic, 18.2ms
image 26/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/15_jpg.rf.398446bd2b3d3a24d3306e6504d46715.jpg: 640x640 (no detections), 18.2ms
image 27/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/15_jpg.rf.6dbed695bdbc3ed15b3f6a9b25255768.jpg: 640x640 1 cucumber-mosaic, 18.2ms
image 28/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/15_jpg.rf.cff62ec7dea46ce27a75b924a0e0da62.jpg: 640x640 1 strawberry leaf-healthy, 18.3ms
image 29/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/16_webp.rf.8b8228b9719d9eefaf62e202cd7b5e3c.jpg: 640x640 4 bell pepper leaf-healthys, 16.3ms
image 30/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/16_webp.rf.96dcc0e71d1387241e177deba96bdef9.jpg: 640x640 1 bell pepper leaf-healthy, 16.2ms
image 31/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/16_webp.rf.b90845609d2b39a4b3078458b8f6eb48.jpg: 640x640 1 bell pepper leaf-healthy, 16.2ms
image 32/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/16_webp.rf.c8bce6b6d20d05831f22d4190a55c9dc.jpg: 640x640 1 bell pepper leaf-healthy, 16.3ms
image 33/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.14e6f050f9f861ac30e789bbed38ca9a.jpg: 640x640 1 cucumber veggie - unhealthy, 16.3ms
image 34/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.495f2934e7de8116856558de9deed490.jpg: 640x640 1 cucumber-mosaic, 18.4ms
image 35/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.a81bf385a1a5a306baa76ddc356a1bf8.jpg: 640x640 1 cucumber leaf - healthy, 1 cucumber-mosaic, 16.4ms
image 36/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.e639c1661dd0fcd6574566949f24ee4d.jpg: 640x640 1 cucumber veggie - healthy, 1 cucumber veggie - unhealthy, 16.3ms
image 37/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.e7f1864fd68858ff77cd2c15d4685444.jpg: 640x640 1 cucumber leaf - healthy, 1 cucumber-mosaic, 16.8ms
image 38/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.eab081a5417f5e5632612fde986a5ed7.jpg: 640x640 1 cucumber veggie - healthy, 1 cucumber veggie - unhealthy, 16.2ms
image 39/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.edec2faef0efa4b524eb5ef813f04048.jpg: 640x640 1 cucumber-mosaic, 16.2ms
image 40/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/1_jpg.rf.f606f9e910c432f662ab87976bd62ee0.jpg: 640x640 1 cucumber veggie - unhealthy, 16.3ms
image 41/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/20_jpg.rf.66e7992b783289b2224898830980b5fd.jpg: 640x640 (no detections), 16.3ms
image 42/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/20_jpg.rf.a3ae79ebf746040885fe8239e4f85ccb.jpg: 640x640 1 lettuce-septoria, 16.3ms
image 43/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/20_jpg.rf.b4270bde6ec8e65a85631498873c8b65.jpg: 640x640 (no detections), 16.3ms
image 44/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/20_jpg.rf.e6450d28a89e21e4cd8eabf268f91341.jpg: 640x640 1 lettuce-septoria, 16.3ms
image 45/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/24_jpeg.rf.2c98b82ef23309662e688b8376a33cc5.jpg: 640x640 3 bell pepper leaf-healthys, 16.3ms
image 46/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/24_jpeg.rf.37e17ad0956740f3798f87c9a2233e45.jpg: 640x640 1 bell pepper leaf-healthy, 16.3ms
image 47/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/24_jpeg.rf.7d1e9841381a261f58610bc29e9db4b9.jpg: 640x640 (no detections), 16.3ms
image 48/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/24_jpeg.rf.fab33e6aa1d9447bd4ebbc5debbbe9b4.jpg: 640x640 3 bell pepper leaf-healthys, 17.6ms
image 49/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/25_jpg.rf.38d28815c112f2cb9143ee683823e2d0.jpg: 640x640 1 cucumber veggie - healthy, 16.3ms
image 50/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/25_jpg.rf.89712fdb401b6640e3e093fec77fb572.jpg: 640x640 1 cucumber veggie - healthy, 25.2ms
image 51/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/25_jpg.rf.b078943a4eb455dd65fddde1556de487.jpg: 640x640 1 cucumber veggie - healthy, 16.3ms
image 52/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/25_jpg.rf.edfaaf784b256a1541096864916f6881.jpg: 640x640 1 cucumber veggie - healthy, 17.3ms
image 53/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/27_jpg.rf.0fb86c9926a48def163aec207d1e91e1.jpg: 640x640 (no detections), 19.1ms
image 54/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/27_jpg.rf.2b7b5ee6b1e27c542079d4277ce489d9.jpg: 640x640 (no detections), 18.1ms
image 55/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/27_jpg.rf.4d39ac7e6115cbbd5fefe729da635850.jpg: 640x640 (no detections), 16.3ms
image 56/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/27_jpg.rf.63aa55a56b4e1a19f70bb79c2b3a49fe.jpg: 640x640 (no detections), 16.3ms
image 57/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/29_jpeg.rf.5d5e8a4e6de32b62a353d073c4ce01be.jpg: 640x640 1 bell pepper leaf-healthy, 16.3ms
image 58/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/29_jpeg.rf.6b0aa4fd37c549e3216f2411c378e420.jpg: 640x640 1 tomato-healthy, 16.3ms
image 59/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/29_jpeg.rf.7287ca05075ea9f3c5a213f36a31e0a6.jpg: 640x640 1 tomato-healthy, 16.3ms
image 60/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/29_jpeg.rf.b7f0d3cba65159733c110f13e5e1caa4.jpg: 640x640 1 bell pepper leaf-healthy, 16.3ms
image 61/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/2_jpg.rf.42ea072531fb778b626d71991b49d1ee.jpg: 640x640 2 bell pepper leaf-healthys, 1 lettuce-septoria, 17.6ms
image 62/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/2_jpg.rf.86379b4b0cf6ebecaa9cc3b0644b6b44.jpg: 640x640 1 bell pepper leaf-healthy, 26.8ms
image 63/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/2_jpg.rf.e68230a329eb42fe1c9963f825619083.jpg: 640x640 1 bell pepper leaf-healthy, 1 lettuce-septoria, 18.6ms
image 64/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/2_jpg.rf.e863058291cb4ab62de50e0704d70458.jpg: 640x640 2 bell pepper leaf-healthys, 18.6ms
image 65/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/30_jpg.rf.2c618703a4315395fe587bc32ea3567c.jpg: 640x640 1 cucumber-mosaic, 1 cucumber-powdery-mildew, 18.9ms
image 66/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/30_jpg.rf.80a3959bb6760e3dc593734d9bf474dc.jpg: 640x640 1 cucumber-powdery-mildew, 19.0ms
image 67/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/30_jpg.rf.cd443058519318ac1b8939ba6f5523ca.jpg: 640x640 (no detections), 18.9ms
image 68/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/30_jpg.rf.ff0d086de4bdfaf66343e03bcc2010dd.jpg: 640x640 1 cucumber-mosaic, 2 cucumber-powdery-mildews, 19.3ms
image 69/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/34_jpg.rf.504da330d412affaafd72751bdb996a0.jpg: 640x640 1 cucumber leaf - healthy, 1 strawberry leaf-healthy, 19.3ms
image 70/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/34_jpg.rf.5cf77d968082be1e2d123381e8bbf3c2.jpg: 640x640 1 strawberry leaf-healthy, 19.3ms
image 71/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/34_jpg.rf.5f0201bcd1e54c1570bd3796b514d6fe.jpg: 640x640 1 cucumber leaf - healthy, 24.6ms
image 72/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/34_jpg.rf.5f63dec61c29fd856d3273cd978d2fe5.jpg: 640x640 1 cucumber leaf - healthy, 19.4ms
image 73/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_jpg.rf.4c46f34da12d97675aca7f8a07ed7e7b.jpg: 640x640 2 cucumber-powdery-mildews, 19.3ms
image 74/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_jpg.rf.84f84cfaed54ae140461d110b50ef5e1.jpg: 640x640 1 cucumber veggie - healthy, 1 cucumber-powdery-mildew, 19.4ms
image 75/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_jpg.rf.cc2eb4ce0b367d36a4c24b8a70b4a8ea.jpg: 640x640 1 cucumber veggie - healthy, 1 strawberry leaf-healthy, 19.3ms
image 76/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_jpg.rf.f4e32f663fb8b3f9f48eb489cc645988.jpg: 640x640 1 cucumber veggie - healthy, 22.9ms
image 77/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_webp.rf.4b80c9718fb78aaa3eb1f7c7bbc1c867.jpg: 640x640 5 bell pepper leaf-healthys, 19.4ms
image 78/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_webp.rf.531d4d33bf209707423e0816cec2ce60.jpg: 640x640 5 bell pepper leaf-healthys, 19.8ms
image 79/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_webp.rf.619ef04ba22226f6d1ae010286da3fb2.jpg: 640x640 2 bell pepper leaf-healthys, 19.7ms
image 80/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/37_webp.rf.7f81f685ebe4ddfbb082b09e3e8a5928.jpg: 640x640 2 bell pepper leaf-healthys, 19.7ms
image 81/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/39_jpg.rf.58cbe8ed0fa10e98e48fe19e0586c913.jpg: 640x640 2 cucumber-powdery-mildews, 20.2ms
image 82/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/39_jpg.rf.96bfdb06562474158e14f82f269bbd1c.jpg: 640x640 (no detections), 20.2ms
image 83/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/39_jpg.rf.bd22f1c855cfa72c18f005ba6d67e00b.jpg: 640x640 1 cucumber-powdery-mildew, 20.2ms
image 84/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/39_jpg.rf.f43078b84d1f8797a49e6eda7a0daab4.jpg: 640x640 1 cucumber-powdery-mildew, 20.2ms
image 85/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/41_jpg.rf.08e84aef93f4d24d105eddb861bf316b.jpg: 640x640 (no detections), 20.1ms
image 86/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/41_jpg.rf.3554e09802f81e9086e843e0478b89ef.jpg: 640x640 (no detections), 20.2ms
image 87/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/41_jpg.rf.39b7d83c0c46262fcffdbfa83eadc411.jpg: 640x640 1 cucumber veggie - unhealthy, 20.1ms
image 88/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/41_jpg.rf.666bca20fb051b250cfcdace69a79402.jpg: 640x640 (no detections), 19.4ms
image 89/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/4_jpg.rf.0508894f30030294b6cd3f1c0f341b7c.jpg: 640x640 1 cucumber-powdery-mildew, 19.3ms
image 90/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/4_jpg.rf.10484eda6fc04ebb01cff4067a18d2a9.jpg: 640x640 1 cucumber-powdery-mildew, 19.3ms
image 91/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/4_jpg.rf.2d3ba6fb9c8684db5e2e8969e2a86dcf.jpg: 640x640 (no detections), 19.3ms
image 92/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/4_jpg.rf.3da5750fb6f9f7aa52e724f61ea8f000.jpg: 640x640 1 cucumber-powdery-mildew, 19.3ms
image 93/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/50_jpg.rf.0421f38736f8cd5c8992417cad422cd4.jpg: 640x640 1 cucumber veggie - healthy, 19.3ms
image 94/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/50_jpg.rf.170cd99aa83fd7b10b9d8fe41ee5c769.jpg: 640x640 (no detections), 19.3ms
image 95/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/50_jpg.rf.3d25e07d54fa51e7c34b54ef39c8cd84.jpg: 640x640 (no detections), 19.2ms
image 96/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/50_jpg.rf.e1684e3a95e193add8dd243ef2651fd6.jpg: 640x640 (no detections), 17.0ms
image 97/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/53_jpg.rf.13b81691e6d35f14cc5e2ec7921da3e1.jpg: 640x640 1 cucumber-powdery-mildew, 17.0ms
image 98/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/53_jpg.rf.34b77ed81cac2c5cda8287d90602d5e5.jpg: 640x640 2 cucumber-powdery-mildews, 17.0ms
image 99/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/53_jpg.rf.80938db17421cfd92eac9e311a3527a7.jpg: 640x640 3 cucumber-powdery-mildews, 17.0ms
image 100/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/53_jpg.rf.fe2806a66a0a77c755e804740328fc3a.jpg: 640x640 3 cucumber-powdery-mildews, 17.0ms
image 101/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/54_jpg.rf.24cb66592cd7d95d676c6eebf939aa3c.jpg: 640x640 (no detections), 17.0ms
image 102/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/54_jpg.rf.280a85a5f874be9accf52473de40607f.jpg: 640x640 (no detections), 17.1ms
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image 109/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/57_jpg.rf.173255a97c3bc84f99157dd15bcff101.jpg: 640x640 8 cucumber veggie - healthys, 15.8ms
image 110/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/57_jpg.rf.5e43aac466a124109fcdfce8d68a56ad.jpg: 640x640 4 cucumber veggie - healthys, 15.8ms
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image 156/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/65_jpg.rf.dbc492e1d91a373db3eda0acca79ab7f.jpg: 640x640 1 cucumber veggie - unhealthy, 15.4ms
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image 204/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/81_jpeg.rf.fafa79f9e596c5a1826314b592d7842e.jpg: 640x640 2 bell pepper leaf-unhealthys, 14.8ms
image 205/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/82_jpg.rf.37ea931df127d2858c13f90a76ced713.jpg: 640x640 (no detections), 14.7ms
image 206/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/82_jpg.rf.57844cc0ea02de7e3c696bbd7799c19c.jpg: 640x640 1 cucumber leaf - healthy, 1 strawberry leaf-healthy, 14.7ms
image 207/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/82_jpg.rf.950a1bcd899eb449d6e65f9e868e6fb3.jpg: 640x640 1 strawberry leaf-healthy, 14.8ms
image 208/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/82_jpg.rf.b25ba3fd7eab21f86cb901d7b7b61e3d.jpg: 640x640 1 cucumber-mosaic, 14.7ms
image 209/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/83_jpg.rf.0b4e7c40c9d65f48c524f3b3f2282f6a.jpg: 640x640 1 cucumber-powdery-mildew, 14.7ms
image 210/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/83_jpg.rf.53c070cc721787bc0008a61675fcda4c.jpg: 640x640 1 cucumber-powdery-mildew, 17.6ms
image 211/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/83_jpg.rf.a54e2e461c4c941f5bca072389200f52.jpg: 640x640 2 cucumber-powdery-mildews, 14.8ms
image 212/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/83_jpg.rf.e534eb583d1731610b3c60e16eb4518e.jpg: 640x640 3 cucumber-powdery-mildews, 14.8ms
image 213/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/86_jpg.rf.2ccdf2171930f21cfa4344db15f83b72.jpg: 640x640 1 cucumber-powdery-mildew, 14.8ms
image 214/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/86_jpg.rf.51dfab0ca128f03f91ed6b2943a15a82.jpg: 640x640 1 cucumber-mosaic, 1 cucumber-powdery-mildew, 14.7ms
image 215/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/86_jpg.rf.8317f0a165a95564dec01e98f7c1142b.jpg: 640x640 1 cucumber-powdery-mildew, 14.8ms
image 216/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/86_jpg.rf.a60c9fc1ea676ceffb0c81af6b82b64f.jpg: 640x640 1 cucumber-mosaic, 1 cucumber-powdery-mildew, 14.8ms
image 217/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/88_jpeg.rf.10b4efb740f983168dec46003d786fd3.jpg: 640x640 4 bell pepper leaf-healthys, 14.7ms
image 218/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/88_jpeg.rf.18f1fc51942514565a1b064bd4ce9fa3.jpg: 640x640 3 bell pepper leaf-healthys, 14.8ms
image 219/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/88_jpeg.rf.77c5a1b6c2fbe6dfedb00ab98f9ac102.jpg: 640x640 3 bell pepper leaf-healthys, 14.8ms
image 220/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/88_jpeg.rf.8d189dce871f633900bc574e572cee6f.jpg: 640x640 2 bell pepper leaf-healthys, 14.7ms
image 221/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/8_jpg.rf.3e97a00adc026201eee7ddac5c8cc51c.jpg: 640x640 1 cucumber veggie - healthy, 1 strawberry leaf-healthy, 14.8ms
image 222/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/8_jpg.rf.9cfdccb7188b659f63b9e102b802e1bd.jpg: 640x640 1 cucumber leaf - healthy, 1 cucumber veggie - healthy, 14.7ms
image 223/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/8_jpg.rf.eb7af72dcf23d27b4b9fdc82648360a1.jpg: 640x640 1 cucumber leaf - healthy, 1 cucumber veggie - healthy, 1 strawberry leaf-healthy, 14.8ms
image 224/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/8_jpg.rf.eed9f001ce8cc34b589664fe8547e45c.jpg: 640x640 3 cucumber veggie - healthys, 14.8ms
image 225/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/90_jpeg.rf.029264fbbdb503f6b96e2845823cd4f2.jpg: 640x640 1 bell pepper leaf-unhealthy, 14.8ms
image 226/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/90_jpeg.rf.0df510d21173ad98987326fd80c56f99.jpg: 640x640 3 bell pepper leaf-healthys, 1 bell pepper leaf-unhealthy, 14.8ms
image 227/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/90_jpeg.rf.608f4e9c74c052298f28ac73b705133e.jpg: 640x640 (no detections), 14.8ms
image 228/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/90_jpeg.rf.e5bbc55f285c3bcf09f8ca538cc777bd.jpg: 640x640 2 bell pepper leaf-healthys, 14.8ms
image 229/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/91_jpg.rf.1813f6c74dd846ad821318d6ac45e474.jpg: 640x640 8 cucumber veggie - healthys, 15.8ms
image 230/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/91_jpg.rf.76132f794811fc96f814b24dd6b5cd43.jpg: 640x640 9 cucumber veggie - healthys, 15.8ms
image 231/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/91_jpg.rf.d1bbf35994dffaf4e56ffb3832eee553.jpg: 640x640 7 cucumber veggie - healthys, 15.8ms
image 232/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/91_jpg.rf.f9c4362bb8a8d1ce1dd4b4622e4920c2.jpg: 640x640 8 cucumber veggie - healthys, 15.8ms
image 233/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/94_jpeg.rf.191af3ec858659eb115e1ff95d9a0010.jpg: 640x640 1 bell pepper leaf-unhealthy, 15.8ms
image 234/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/94_jpeg.rf.6884d1825d38e726b77cc55ef244b87a.jpg: 640x640 3 bell pepper leaf-unhealthys, 15.8ms
image 235/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/94_jpeg.rf.75ce9da86f95a8a45b2d5cc93b1143b6.jpg: 640x640 2 bell pepper leaf-unhealthys, 15.8ms
image 236/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/94_jpeg.rf.adb2a82f4d5dba9d66c10196c87417ee.jpg: 640x640 2 bell pepper leaf-unhealthys, 16.0ms
image 237/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.1c7f0020db57bb113e1b7cb0aa3e11ff.jpg: 640x640 1 cucumber veggie - unhealthy, 16.1ms
image 238/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.1edae391eb67f1012c7a5eea804746b1.jpg: 640x640 1 lettuce-downy mildew, 16.0ms
image 239/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.4a45010ff21ea5f1d36bdc9d3c9997f9.jpg: 640x640 1 cucumber leaf - healthy, 16.2ms
image 240/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.7f8a50237d3aee1782c3918d7e3d2e33.jpg: 640x640 (no detections), 16.1ms
image 241/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.a1e71e324911a95b943987bdddfa3d63.jpg: 640x640 1 cucumber leaf - healthy, 1 cucumber-mosaic, 16.1ms
image 242/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.a9e21cbf2870164d1c8cc10190f775a0.jpg: 640x640 1 cucumber leaf - healthy, 16.0ms
image 243/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.d1a6bd35b669ba607eedd1218edda33c.jpg: 640x640 1 cucumber leaf - healthy, 16.1ms
image 244/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/96_jpg.rf.faa2bbd8216db2c95f6e33f8e2ff2dae.jpg: 640x640 1 cucumber veggie - unhealthy, 16.4ms
image 245/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.090ea3a94ee94a78ef9ebfcf3e443fab.jpg: 640x640 (no detections), 16.3ms
image 246/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.22b94ffd1b61ff97e5ef997c29d66312.jpg: 640x640 (no detections), 16.3ms
image 247/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.8ec92c3d99497a6239ab0b3386b10cd7.jpg: 640x640 (no detections), 16.8ms
image 248/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.977186e700cbce582126939e4c41a7cd.jpg: 640x640 1 cucumber-powdery-mildew, 16.2ms
image 249/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.a4be20e408257e484888b1509301e4c2.jpg: 640x640 1 cucumber veggie - unhealthy, 16.3ms
image 250/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.d30434bc83e1ac5319dd6499d6b73fff.jpg: 640x640 1 cucumber veggie - healthy, 16.2ms
image 251/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.f49b6f88de39e6618ae683995573a3e2.jpg: 640x640 1 cucumber-powdery-mildew, 16.3ms
image 252/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/97_jpg.rf.fd8d57acf49c5afbd82e5d917fc4fe43.jpg: 640x640 1 cucumber veggie - unhealthy, 1 cucumber-powdery-mildew, 16.3ms
image 253/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/99_jpg.rf.221adc8497a6e762f826f2c2a0a879a3.jpg: 640x640 2 cucumber veggie - healthys, 16.3ms
image 254/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/99_jpg.rf.8b0baef9a16dde531ab9de28d7ce97a0.jpg: 640x640 3 cucumber veggie - healthys, 16.3ms
image 255/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/99_jpg.rf.8d7f0b9e2ca8baa9d637dccc4c16d856.jpg: 640x640 2 cucumber veggie - healthys, 16.3ms
image 256/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/99_jpg.rf.f63d0b3fa0ff16204451337a6cddbe4d.jpg: 640x640 2 cucumber veggie - healthys, 16.2ms
image 257/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-101-_jpg.rf.34e3859a5546c5dc3a6acb5b973b172f.jpg: 640x640 2 tomato-septorias, 16.5ms
image 258/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-101-_jpg.rf.c9aa6e14a76fb3796145673b153a3f13.jpg: 640x640 5 tomato-early blights, 1 tomato-septoria, 16.5ms
image 259/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-101-_jpg.rf.f79d2261ac4e83f992ae92833606ef5c.jpg: 640x640 4 tomato-early blights, 1 tomato-septoria, 16.5ms
image 260/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-101-_jpg.rf.fe087ab8acd1f15065219bf93d9eb850.jpg: 640x640 1 tomato-early blight, 2 tomato-septorias, 16.5ms
image 261/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-107-_jpg.rf.4951c4ff9b3e6aeaff452ddefb3bd316.jpg: 640x640 1 tomato-early blight, 3 tomato-septorias, 16.6ms
image 262/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-107-_jpg.rf.bdb1637bf35f6d6e6b0a51a4d4b8c695.jpg: 640x640 2 tomato-early blights, 16.5ms
image 263/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-107-_jpg.rf.db0199b7361c3cf5ef1fe4a37f670bb4.jpg: 640x640 4 tomato-early blights, 16.5ms
image 264/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-107-_jpg.rf.f6c1de9d6f7578a5bba8b72ea3005580.jpg: 640x640 1 tomato-early blight, 17.4ms
image 265/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-114-_jpg.rf.ba358fcb067959ec14dde90efede9166.jpg: 640x640 1 tomato-early blight, 16.8ms
image 266/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-114-_jpg.rf.d14cd7906e10b2d83e9c79967e67ffb7.jpg: 640x640 1 tomato-early blight, 16.8ms
image 267/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-114-_jpg.rf.db14244da0a588eddf426b3081e2d26a.jpg: 640x640 1 tomato-early blight, 16.7ms
image 268/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-114-_jpg.rf.f5a7df1e724cdf00f9cfe06bd9dab6bd.jpg: 640x640 1 tomato-early blight, 16.8ms
image 269/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-145-_jpg.rf.460697db3f6ce6dca92aa19fa1152721.jpg: 640x640 1 tomato-early blight, 16.8ms
image 270/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-145-_jpg.rf.a02fb0ab4b49a4e4546a98063394bea9.jpg: 640x640 (no detections), 16.8ms
image 271/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-145-_jpg.rf.cb8230e9e00748892867e10b3f0b3b6c.jpg: 640x640 1 tomato-early blight, 16.7ms
image 272/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-145-_jpg.rf.d37116e2ee436432536b2a6117e36c6e.jpg: 640x640 3 tomato-early blights, 16.8ms
image 273/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-152-_JPG.rf.86b277dabbdb635e5fb2424521913915.jpg: 640x640 (no detections), 16.8ms
image 274/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-152-_JPG.rf.ad61960058e2163ca87de73cca58d596.jpg: 640x640 1 tomato-early blight, 16.7ms
image 275/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-152-_JPG.rf.c89e8bf3caeeb57062c878583ba8cc27.jpg: 640x640 2 tomato-early blights, 16.9ms
image 276/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-152-_JPG.rf.fd5b0d74a1d58b1b5a210a956eeb54f1.jpg: 640x640 1 tomato-early blight, 16.8ms
image 277/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-16-_jpg.rf.06b64176ee1fe324cdfbd323e4d40819.jpg: 640x640 1 tomato-early blight, 16.8ms
image 278/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-16-_jpg.rf.0e4bea7cab6499ab2d96f094c190fdee.jpg: 640x640 2 tomato-early blights, 16.8ms
image 279/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-16-_jpg.rf.1a0af614fad7ef0e3272f7168f262d59.jpg: 640x640 1 tomato-early blight, 18.0ms
image 280/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-16-_jpg.rf.40f8162d1a76642bfa2e1ac0effcd5eb.jpg: 640x640 1 tomato-early blight, 16.8ms
image 281/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-181-_JPG.rf.2ebc78d648433f599d9f3110102c0b6b.jpg: 640x640 (no detections), 17.7ms
image 282/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-181-_JPG.rf.2f675e08a3d70f6963d1524a40b0873d.jpg: 640x640 (no detections), 17.0ms
image 283/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-181-_JPG.rf.beb641db474b94841fd153487db95c85.jpg: 640x640 (no detections), 17.1ms
image 284/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-181-_JPG.rf.d1249010db28117a2124f8b972826e83.jpg: 640x640 (no detections), 17.1ms
image 285/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-182-_JPG.rf.1dda249c50a2d537e7a5bebb262e294e.jpg: 640x640 4 tomato-early blights, 17.5ms
image 286/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-182-_JPG.rf.39acf9c3a09ed27e50691d72cee5e5dd.jpg: 640x640 (no detections), 17.0ms
image 287/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-182-_JPG.rf.4272c789af597b940ee9fd98d4ec6959.jpg: 640x640 2 tomato-early blights, 17.0ms
image 288/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-182-_JPG.rf.e43fb1e2ef2a212a1ba201bc7673620b.jpg: 640x640 1 tomato-early blight, 17.1ms
image 289/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-19-_jpg.rf.5b350cc187b8a9bb3994530cda828fa6.jpg: 640x640 (no detections), 17.0ms
image 290/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-19-_jpg.rf.5bd85f5959eb109f8daa6679d4e0cee2.jpg: 640x640 2 tomato-early blights, 17.0ms
image 291/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-19-_jpg.rf.89b7b7828f9085aa252fca9267cebeb6.jpg: 640x640 (no detections), 16.3ms
image 292/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-19-_jpg.rf.fb9dd2052480638dde69c9df3ca0bd53.jpg: 640x640 3 tomato-septorias, 16.3ms
image 293/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-201-_JPG.rf.0052ef49022fd404e53762e831fac337.jpg: 640x640 1 tomato-healthy, 16.2ms
image 294/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-201-_JPG.rf.163338622c633c225d7ac7c5a490fcd3.jpg: 640x640 (no detections), 16.3ms
image 295/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-201-_JPG.rf.645009ad3c02276b448ac202e0f703f3.jpg: 640x640 (no detections), 16.3ms
image 296/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-201-_JPG.rf.c1e7afddb1ae8021de6cffa800942b68.jpg: 640x640 1 tomato-early blight, 16.3ms
image 297/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-202-_JPG.rf.43a2f5f6e38b6231ac30d4f065190871.jpg: 640x640 2 tomato-early blights, 16.3ms
image 298/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-202-_JPG.rf.9acfd81fd0c429d70e08f8d0b586e2ed.jpg: 640x640 (no detections), 16.7ms
image 299/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-202-_JPG.rf.fa4bc43ca3e1b3587a543dfa7e5c9255.jpg: 640x640 2 tomato-early blights, 16.4ms
image 300/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-202-_JPG.rf.fd4112128f2a72ad884848d776a40d7a.jpg: 640x640 1 tomato-healthy, 16.3ms
image 301/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-206-_JPG.rf.722320c97c20f8df013559b65f37dd66.jpg: 640x640 3 tomato-early blights, 16.3ms
image 302/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-206-_JPG.rf.9e6c4f5f18267180eadf271901317cf5.jpg: 640x640 1 tomato-early blight, 16.3ms
image 303/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-206-_JPG.rf.c89e6e547a09e0faa6361640be3f45fe.jpg: 640x640 1 tomato-early blight, 16.3ms
image 304/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-206-_JPG.rf.d8a73b7afca11ebb8b7e4e34dd097fec.jpg: 640x640 1 tomato-early blight, 16.4ms
image 305/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-37-_jpg.rf.946bcc5b89a30e794314dc42ccef3848.jpg: 640x640 3 tomato-early blights, 16.3ms
image 306/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-37-_jpg.rf.a1e935d21a1e11320ef3274bc1b51f0a.jpg: 640x640 2 tomato-early blights, 16.3ms
image 307/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-37-_jpg.rf.b35c199101f1cf11879856336ddb431f.jpg: 640x640 2 tomato-early blights, 16.3ms
image 308/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-37-_jpg.rf.d9206b33bbad0ddc66c10daa3515a691.jpg: 640x640 2 tomato-early blights, 16.3ms
image 309/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-57-_jpg.rf.2c0c40f3897bd4ab7390fd0684923d52.jpg: 640x640 (no detections), 18.0ms
image 310/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-57-_jpg.rf.5fbeb41d6ec661c8857cc26664ea933c.jpg: 640x640 5 tomato-early blights, 16.4ms
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image 314/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Early_Blight_-59-_jpg.rf.852ced765be1e609f37488b1f1acd800.jpg: 640x640 5 tomato-early blights, 18.7ms
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image 435/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-333-_jpg.rf.e8842379af4376235c9b875576e1b7b8.jpg: 640x640 2 tomato-healthys, 16.8ms
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image 437/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-334-_jpg.rf.100240841cd43eb712c83c033db28cd4.jpg: 640x640 1 tomato-healthy, 16.8ms
image 438/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-334-_jpg.rf.367f49a410940a05c50c0154d2b432fb.jpg: 640x640 1 tomato-healthy, 16.8ms
image 439/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-334-_jpg.rf.99d2267fa6dd67ee9169213ade66be03.jpg: 640x640 1 tomato-healthy, 16.8ms
image 440/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-334-_jpg.rf.e3b208487b6fa3e8877fc4ae544d8910.jpg: 640x640 1 tomato-healthy, 16.8ms
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image 446/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-36-_jpg.rf.834fac0df99981e47916d6face61b268.jpg: 640x640 1 tomato-healthy, 16.8ms
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image 448/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-36-_jpg.rf.e271d1e0428ae39ceacc5b9ffc538d31.jpg: 640x640 1 tomato-healthy, 16.8ms
image 449/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-38-_jpg.rf.263b03d50f4b9587041b6e42360e8d2f.jpg: 640x640 1 tomato-healthy, 16.8ms
image 450/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-38-_jpg.rf.331769eb234eaca7f7087bbd943be095.jpg: 640x640 1 tomato-healthy, 16.8ms
image 451/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-38-_jpg.rf.467834e73fc72ff17a3b145fd38b90e7.jpg: 640x640 2 tomato-healthys, 16.8ms
image 452/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-38-_jpg.rf.53a851f6b8b45495523535f03e556d2c.jpg: 640x640 1 tomato-healthy, 16.8ms
image 453/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-49-_jpg.rf.5fff56f7dc7968a361ff67cf14f1dceb.jpg: 640x640 (no detections), 16.8ms
image 454/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-49-_jpg.rf.8d2cd328fbed84ba33dd26d0f05b7209.jpg: 640x640 1 tomato-healthy, 17.5ms
image 455/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-49-_jpg.rf.b917ea9eba5d639b79fa699336b96f75.jpg: 640x640 1 tomato-healthy, 16.8ms
image 456/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-49-_jpg.rf.bfd090016194afc284729ae1fe33915c.jpg: 640x640 (no detections), 16.8ms
image 457/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-60-_jpg.rf.20dc9d27b4378d22677fe28c673961f4.jpg: 640x640 1 tomato-healthy, 16.8ms
image 458/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-60-_jpg.rf.955397e2f3ed667c05d3866f45780e92.jpg: 640x640 1 tomato-healthy, 16.8ms
image 459/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-60-_jpg.rf.c45745d98cf9a8fecbcc4160ffdc6f38.jpg: 640x640 2 tomato-healthys, 16.8ms
image 460/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-60-_jpg.rf.ddf88d67ee57e6a47110a2f69dae6174.jpg: 640x640 (no detections), 16.9ms
image 461/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-72-_jpg.rf.56933d7138c9a50683b2902d40e8d480.jpg: 640x640 1 tomato-healthy, 16.8ms
image 462/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-72-_jpg.rf.57dc7a82866f8e6a3870228e285a491c.jpg: 640x640 6 tomato-healthys, 16.8ms
image 463/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-72-_jpg.rf.71ec03c7fff447caebc26f7b700975dd.jpg: 640x640 1 tomato-healthy, 16.8ms
image 464/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-72-_jpg.rf.93da1b74e9d9104852f25e983c0ca49e.jpg: 640x640 1 tomato-healthy, 16.8ms
image 465/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-92-_jpg.rf.6f9e83de9a9208e3935071480a51c9e0.jpg: 640x640 1 tomato-healthy, 16.8ms
image 466/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-92-_jpg.rf.a4b4a88547985364550591e04b65cee6.jpg: 640x640 (no detections), 17.0ms
image 467/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-92-_jpg.rf.fac5eab5418f4971da260159962b0290.jpg: 640x640 1 tomato-healthy, 17.0ms
image 468/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-92-_jpg.rf.fd97f5036312a9cfad85b42174a25f29.jpg: 640x640 1 tomato-healthy, 17.0ms
image 469/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-93-_jpg.rf.36ac5e5385e0edd1b6fb3763e9d17bf5.jpg: 640x640 1 tomato-healthy, 17.0ms
image 470/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-93-_jpg.rf.6f75c8eea5d4df175c41995cda87497c.jpg: 640x640 1 tomato-healthy, 17.0ms
image 471/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-93-_jpg.rf.9c28853864947d57e6a9e0f95bae6c78.jpg: 640x640 1 tomato-healthy, 16.8ms
image 472/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Healthy_-93-_jpg.rf.b92919b517e17f86a73544440b1f2e74.jpg: 640x640 3 tomato-healthys, 16.8ms
image 473/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-104-_jpg.rf.537cccf92d4673ef5aaa6a8995438981.jpg: 640x640 1 tomato-septoria, 16.8ms
image 474/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-104-_jpg.rf.93e0e673936499b514bf91b78f6eff5c.jpg: 640x640 1 tomato-septoria, 16.8ms
image 475/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-104-_jpg.rf.c59f8a643a1d38a0568f493dcd2b9e2e.jpg: 640x640 (no detections), 16.7ms
image 476/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-104-_jpg.rf.f8bf2b935e3bb1ba3a9e9826caa65f08.jpg: 640x640 (no detections), 16.8ms
image 477/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-112-_jpg.rf.365026ef51201ab5d7077922c39893b2.jpg: 640x640 1 tomato-septoria, 16.8ms
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image 479/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-112-_jpg.rf.87406ca2de94e5cde0e81d91e37e31fa.jpg: 640x640 (no detections), 16.7ms
image 480/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-112-_jpg.rf.9b1cdb3759f0b30748df1df7ccce881e.jpg: 640x640 1 tomato-septoria, 16.8ms
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image 482/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-123-_jpg.rf.7bddbf72d71f0214807fc2e629d4c049.jpg: 640x640 1 tomato-septoria, 16.8ms
image 483/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-123-_jpg.rf.85df1cbca13e7eb32c52ea1000e12142.jpg: 640x640 1 tomato-septoria, 16.8ms
image 484/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-123-_jpg.rf.dde39d43946367f7dd6c206feabeeb77.jpg: 640x640 1 tomato-septoria, 16.8ms
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image 486/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-124-_jpg.rf.8c91ce6498526abd3b7b6ff81306959b.jpg: 640x640 1 tomato-early blight, 2 tomato-septorias, 16.8ms
image 487/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-124-_jpg.rf.9e56ad0c4ee45e3e38ff4395123d1ba9.jpg: 640x640 1 tomato-septoria, 16.8ms
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image 489/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-18-_jpg.rf.63f685da617ab336e566960cdb06326f.jpg: 640x640 4 tomato-septorias, 16.8ms
image 490/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-18-_jpg.rf.90cf19315961642e2b6fa9618f624f28.jpg: 640x640 2 tomato-septorias, 16.8ms
image 491/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-18-_jpg.rf.b17321f6e65488773bb4e4bcb852faa8.jpg: 640x640 1 tomato-septoria, 16.7ms
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image 494/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-30-_jpg.rf.66c8e8adfd8294e9fb0a97c9990bb35e.jpg: 640x640 2 tomato-septorias, 16.2ms
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image 506/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-53-_jpg.rf.59e11c8e8283815ccf623cbf4d10284e.jpg: 640x640 1 tomato-septoria, 17.4ms
image 507/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-53-_jpg.rf.664c3c413bf5bfccd6bd0f8b868c98c4.jpg: 640x640 1 tomato-early blight, 16.2ms
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image 509/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-59-_jpg.rf.0c20621108ed9c9552b42805ef71bb3a.jpg: 640x640 4 tomato-septorias, 15.3ms
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image 512/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-59-_jpg.rf.95bb41e6ba52b2479f8483589ec4b808.jpg: 640x640 1 tomato-early blight, 7 tomato-septorias, 15.3ms
image 513/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-72-_jpg.rf.251be2e090c81bda74ad64b8d0a06f1b.jpg: 640x640 2 tomato-septorias, 15.4ms
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image 515/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-72-_jpg.rf.b891a0d15e458403164ff6c0951680c5.jpg: 640x640 1 tomato-early blight, 15.4ms
image 516/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-72-_jpg.rf.ff57e235f1dbaf885f0b07e079574b70.jpg: 640x640 (no detections), 15.4ms
image 517/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-75-_jpg.rf.72932ece0814b729ba82a0e926fc554d.jpg: 640x640 3 tomato-septorias, 15.3ms
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image 520/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-75-_jpg.rf.d80f85ea236a2bfe7553f6fa92901bb1.jpg: 640x640 1 tomato-septoria, 15.4ms
image 521/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-91-_jpg.rf.02141f058d82e2c8cd8772aad4e83f24.jpg: 640x640 1 lettuce-mosaic-virus, 15.3ms
image 522/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/Septoria_-91-_jpg.rf.98c77b5be2330aad484b2221c82ff474.jpg: 640x640 (no detections), 15.4ms
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image 628/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/s17_jpg.rf.fc8512033199d3f57d46221f03cb34a1.jpg: 640x640 (no detections), 17.0ms
image 629/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-5-_jpg.rf.90c39781a977f1a65c785539dd20d2ff.jpg: 640x640 3 lettuce-mosaic-viruss, 17.0ms
image 630/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-5-_jpg.rf.92670706621f8d217ccec8af0be473a9.jpg: 640x640 (no detections), 17.0ms
image 631/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-5-_jpg.rf.cb1455ff44215fcc6ce8f991c4dd1c3b.jpg: 640x640 (no detections), 16.2ms
image 632/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-5-_jpg.rf.fca64d5ee35b0ba1fce3459c49ac936c.jpg: 640x640 (no detections), 16.2ms
image 633/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-9-_jpg.rf.390ebd33e2d44fb6005ef2754d81b47d.jpg: 640x640 1 lettuce-mosaic-virus, 16.3ms
image 634/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-9-_jpg.rf.81677fba3c5be8079715e18b14fdcd5c.jpg: 640x640 1 lettuce-mosaic-virus, 16.3ms
image 635/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-9-_jpg.rf.e113f5d25e0a88ae06206699116d747b.jpg: 640x640 1 lettuce-mosaic-virus, 16.3ms
image 636/636 /content/drive/MyDrive/Crop-Disease-Identification-6/test/images/th-9-_jpg.rf.f6add83d58faea540fb2d798c056b9f8.jpg: 640x640 1 lettuce-mosaic-virus, 16.3ms
Speed: 1.5ms preprocess, 17.2ms inference, 2.8ms postprocess per image at shape (1, 3, 640, 640)
Results saved to runs/segment/predict
💡 Learn more at https://docs.ultralytics.com/modes/predict
!ls {'/content/drive/MyDrive'}/runs/segment/predict/
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import glob
from IPython.display import Image, display
for image_path in glob.glob('/content/drive/MyDrive/runs/segment/predict/*.jpg')[:5]:
display(Image(filename=image_path, height=600))
print("\n")
# Saving the model weights for autolabeling, autoscaling inference
project.version(dataset.version).deploy(model_type="yolov8-seg", model_path=f"{'/content/drive/MyDrive'}/runs/segment/train/") #yolov8s-seg.pt
View the status of your deployment at: https://app.roboflow.com/capstone-project-2wtea/crop-disease-identification/6 Share your model with the world at: https://universe.roboflow.com/capstone-project-2wtea/crop-disease-identification/model/6
#predict on unseen data
from ultralytics import YOLO
model = YOLO('/content/drive/MyDrive/yolov8s-seg.pt')
#results = model.predict(source="", conf=0.25)
results[0].boxes.xyxy
results[0].boxes.conf
results[0].boxes.cls
results[0].masks.masks